Org design, metrics, hiring, scaling, and the calls a CTO is paid to make. How to run an engineering function in the AI era without burning out the team.
Uber burned its full 2026 AI coding budget by April and now caps engineers at $1,500/month per tool. Here is what that means for how teams should govern agent runs.
What a defensible audit trail for machine-generated fixes looks like: engineer-reviewed pull requests, remediation status tracking across six domains, and the reports auditors ask for.
GitHub auto-enables all unconfigured Copilot models on August 26. Enterprise teams have 23 days to set team-level policies or accept defaults by omission.
Paxos disclosed its Slack-native agent Hoplites now accounts for 15% of merged PRs. At that saturation, human review capacity becomes the binding constraint.
Moonshot AI's Kimi K3 releases 2.8 trillion open weights on July 27, shifting code provenance, logging, and model-diversity problems directly onto engineering teams.
Code volume is growing faster than teams can read it, and the human who could explain a confusing change is now a closed chat window.
OpenAI retracted its endorsement of SWE-Bench Pro on July 8 after auditing 731 tasks and finding roughly 30% are broken , invalidating benchmark-driven tool decisions made across the industry.
BeyondTrust, Jamf, and Microsoft all shipped enterprise agent controls this week. Here's what that means for engineering teams and why identity governance alone isn't enough.
A 900-engineer survey finds top teams got 2x faster with AI while bottom-quartile teams slowed down. The divergence is a review-capacity problem, not a model problem.
AI coding made code generation cheap. It did not make understanding cheap. The review queue is an attention-allocation problem, and tooling alone won't fix it.
Anthropic shipped Fable 5 with invisible model substitution, reversed course in 48 hours, and exposed a governance gap every regulated engineering org needs to close.
The engineer who builds and owns everything is also the engineer whose absence stops everything. Four moves to mitigate the risk without insulting the person.
